He was standing, silent, at the doorway to the home office. He saw the Cyrillic alphabet, scrawled across a whiteboard. His wife, Anna, was sitting, head down, and practicing the language of her ancestors. The language he'd always found to be 'difficult'.

He couldn't speak, he couldn't move. He felt a cold dread creeping through his veins, spreading its way through his body. He’d always prided himself on his understanding of her. And now, he felt like a stranger.

His grip tightened on the door frame. He took a shaky breath, feeling a bitter taste in his mouth. Then, without a word, he turned and retreated, closing the door softly behind him.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260